{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd             # data package\n",
    "import matplotlib.pyplot as plt # graphics \n",
    "import datetime as dt\n",
    "import numpy as np\n",
    "\n",
    "# these are new \n",
    "import requests, io             # internet and input tools  \n",
    "import zipfile as zf            # zip file tools \n",
    "import shutil                   # file management tools \n",
    "import os                       # operating system tools (check files)\n",
    "\n",
    "import geopandas as gpd # this is the main geopandas \n",
    "from shapely.geometry import Point, Polygon # also needed\n",
    "\n",
    "import pyarrow as pa\n",
    "import pyarrow.parquet as pq\n",
    "\n",
    "##########################\n",
    "# Then this stuff below allows us to make a nice inset\n",
    "\n",
    "\n",
    "from mpl_toolkits.axes_grid1.inset_locator import zoomed_inset_axes\n",
    "from mpl_toolkits.axes_grid1.inset_locator import mark_inset\n",
    "\n",
    "#####################################################33\n",
    "# on my laptop this issue arose and the suggested fix worked\n",
    "# https://github.com/pyproj4/pyproj/issues/134"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 1: Get Shapefiles\n",
    "\n",
    "The next couple of cells download the requisite shapefiles from the US census. They are unzipped in a folder called shapefiles and then county. So they are assuming some structure behind your folder setup. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "**********************************************************************************\n",
      "Downloading Shape files\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(\"\")\n",
    "print(\"**********************************************************************************\")\n",
    "print(\"Downloading Shape files\")\n",
    "print(\"\")\n",
    "\n",
    "cwd = os.getcwd()\n",
    "\n",
    "county_url = \"https://www2.census.gov/geo/tiger/TIGER2017/COUNTY/tl_2017_us_county.zip\"\n",
    "    \n",
    "r = requests.get(county_url ) \n",
    "\n",
    "county_shapefile = zf.ZipFile(io.BytesIO(r.content)) \n",
    "\n",
    "county_shapefile.extractall(path = cwd + \"\\\\shapefiles\\\\county\")\n",
    "\n",
    "del r, county_shapefile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then do the same thing for states (so we can draw state lines as well). What's cool about these shapefiles is then you can layer on other stuff, roads, rivers, lakes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "state_url = \"https://www2.census.gov/geo/tiger/TIGER2017/STATE/tl_2017_us_state.zip\"\n",
    "    \n",
    "r = requests.get(state_url) \n",
    "\n",
    "state_shapefile = zf.ZipFile(io.BytesIO(r.content)) \n",
    "\n",
    "state_shapefile.extractall(path = cwd + \"\\\\shapefiles\\\\state\")\n",
    "\n",
    "del r, state_shapefile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 2: Some basic cleaning\n",
    "\n",
    "We will grab the tariff data, compute the tariff change. Then we will merge it with the geopandas dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Grab the tradedata...\n",
    "\n",
    "file_path = os.getcwd()\n",
    "\n",
    "fig_path = file_path +\"\\\\figures\"\n",
    "\n",
    "trade_data = pq.read_table(file_path + \"\\\\data\\\\trade_employment_blssingle19.parquet\").to_pandas()\n",
    "\n",
    "trade_data[\"time\"] = pd.to_datetime(trade_data.time)\n",
    "\n",
    "trade_data.set_index([\"area_fips\", \"time\"],inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "trade_data[\"tariff_change\"] = trade_data.groupby([\"area_fips\"]).tariff.diff(12)\n",
    "\n",
    "trade_data.sort_values([\"area_fips\", \"time\"], inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>total_exp_pc</th>\n",
       "      <th>china_exp_pc</th>\n",
       "      <th>tariff</th>\n",
       "      <th>emplvl_2017</th>\n",
       "      <th>fips</th>\n",
       "      <th>total_employment</th>\n",
       "      <th>emp_rtl</th>\n",
       "      <th>emp_all</th>\n",
       "      <th>emp_gds</th>\n",
       "      <th>emp_ngds</th>\n",
       "      <th>rural_share</th>\n",
       "      <th>2010_population</th>\n",
       "      <th>2017_income</th>\n",
       "      <th>2017_population</th>\n",
       "      <th>tariff_change</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>area_fips</th>\n",
       "      <th>time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td rowspan=\"5\" valign=\"top\">1001</td>\n",
       "      <td>2016-01-01</td>\n",
       "      <td>1637.172755</td>\n",
       "      <td>110.997174</td>\n",
       "      <td>1.25745</td>\n",
       "      <td>891.0</td>\n",
       "      <td>1001</td>\n",
       "      <td>6100.0</td>\n",
       "      <td>1712.0</td>\n",
       "      <td>8104.0</td>\n",
       "      <td>2125.0</td>\n",
       "      <td>5979.0</td>\n",
       "      <td>0.420022</td>\n",
       "      <td>54571.0</td>\n",
       "      <td>55317.0</td>\n",
       "      <td>55036.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2016-02-01</td>\n",
       "      <td>1837.149069</td>\n",
       "      <td>124.989619</td>\n",
       "      <td>1.25745</td>\n",
       "      <td>891.0</td>\n",
       "      <td>1001</td>\n",
       "      <td>6100.0</td>\n",
       "      <td>1735.0</td>\n",
       "      <td>8162.0</td>\n",
       "      <td>2121.0</td>\n",
       "      <td>6041.0</td>\n",
       "      <td>0.420022</td>\n",
       "      <td>54571.0</td>\n",
       "      <td>55317.0</td>\n",
       "      <td>55036.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2016-03-01</td>\n",
       "      <td>2216.954481</td>\n",
       "      <td>154.993355</td>\n",
       "      <td>1.25745</td>\n",
       "      <td>891.0</td>\n",
       "      <td>1001</td>\n",
       "      <td>6100.0</td>\n",
       "      <td>1740.0</td>\n",
       "      <td>8219.0</td>\n",
       "      <td>2105.0</td>\n",
       "      <td>6114.0</td>\n",
       "      <td>0.420022</td>\n",
       "      <td>54571.0</td>\n",
       "      <td>55317.0</td>\n",
       "      <td>55036.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2016-04-01</td>\n",
       "      <td>2034.648337</td>\n",
       "      <td>200.967756</td>\n",
       "      <td>1.25745</td>\n",
       "      <td>891.0</td>\n",
       "      <td>1001</td>\n",
       "      <td>6100.0</td>\n",
       "      <td>1726.0</td>\n",
       "      <td>8147.0</td>\n",
       "      <td>2130.0</td>\n",
       "      <td>6017.0</td>\n",
       "      <td>0.420022</td>\n",
       "      <td>54571.0</td>\n",
       "      <td>55317.0</td>\n",
       "      <td>55036.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2016-05-01</td>\n",
       "      <td>2089.606285</td>\n",
       "      <td>207.235737</td>\n",
       "      <td>1.25745</td>\n",
       "      <td>891.0</td>\n",
       "      <td>1001</td>\n",
       "      <td>6100.0</td>\n",
       "      <td>1711.0</td>\n",
       "      <td>8188.0</td>\n",
       "      <td>2135.0</td>\n",
       "      <td>6053.0</td>\n",
       "      <td>0.420022</td>\n",
       "      <td>54571.0</td>\n",
       "      <td>55317.0</td>\n",
       "      <td>55036.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      total_exp_pc  china_exp_pc   tariff  emplvl_2017  fips  \\\n",
       "area_fips time                                                                 \n",
       "1001      2016-01-01   1637.172755    110.997174  1.25745        891.0  1001   \n",
       "          2016-02-01   1837.149069    124.989619  1.25745        891.0  1001   \n",
       "          2016-03-01   2216.954481    154.993355  1.25745        891.0  1001   \n",
       "          2016-04-01   2034.648337    200.967756  1.25745        891.0  1001   \n",
       "          2016-05-01   2089.606285    207.235737  1.25745        891.0  1001   \n",
       "\n",
       "                      total_employment  emp_rtl  emp_all  emp_gds  emp_ngds  \\\n",
       "area_fips time                                                                \n",
       "1001      2016-01-01            6100.0   1712.0   8104.0   2125.0    5979.0   \n",
       "          2016-02-01            6100.0   1735.0   8162.0   2121.0    6041.0   \n",
       "          2016-03-01            6100.0   1740.0   8219.0   2105.0    6114.0   \n",
       "          2016-04-01            6100.0   1726.0   8147.0   2130.0    6017.0   \n",
       "          2016-05-01            6100.0   1711.0   8188.0   2135.0    6053.0   \n",
       "\n",
       "                      rural_share  2010_population  2017_income  \\\n",
       "area_fips time                                                    \n",
       "1001      2016-01-01     0.420022          54571.0      55317.0   \n",
       "          2016-02-01     0.420022          54571.0      55317.0   \n",
       "          2016-03-01     0.420022          54571.0      55317.0   \n",
       "          2016-04-01     0.420022          54571.0      55317.0   \n",
       "          2016-05-01     0.420022          54571.0      55317.0   \n",
       "\n",
       "                      2017_population  tariff_change  \n",
       "area_fips time                                        \n",
       "1001      2016-01-01          55036.0            NaN  \n",
       "          2016-02-01          55036.0            NaN  \n",
       "          2016-03-01          55036.0            NaN  \n",
       "          2016-04-01          55036.0            NaN  \n",
       "          2016-05-01          55036.0            NaN  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trade_data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we will grab the county-level shapefile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "cwd = os.getcwd()\n",
    "\n",
    "county_shape = cwd + \"\\\\shapefiles\\\\county\\\\tl_2017_us_county.shx\"\n",
    "\n",
    "us_map = gpd.read_file(county_shape)\n",
    "\n",
    "us_map = us_map.to_crs({'init': 'epsg:3395'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "us_map[\"geometry\"] = us_map[\"geometry\"].simplify(200)\n",
    "# This was important. The geometry in the tigerline file si\n",
    "# too fine, orginal map was 350mb. simply basicly simplifies the geometry,\n",
    "# making the map take up less memory and load faster. Still not sure\n",
    "# what the number exactly means."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>STATEFP</th>\n",
       "      <th>COUNTYFP</th>\n",
       "      <th>COUNTYNS</th>\n",
       "      <th>GEOID</th>\n",
       "      <th>NAME</th>\n",
       "      <th>NAMELSAD</th>\n",
       "      <th>LSAD</th>\n",
       "      <th>CLASSFP</th>\n",
       "      <th>MTFCC</th>\n",
       "      <th>CSAFP</th>\n",
       "      <th>CBSAFP</th>\n",
       "      <th>METDIVFP</th>\n",
       "      <th>FUNCSTAT</th>\n",
       "      <th>ALAND</th>\n",
       "      <th>AWATER</th>\n",
       "      <th>INTPTLAT</th>\n",
       "      <th>INTPTLON</th>\n",
       "      <th>geometry</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>039</td>\n",
       "      <td>00835841</td>\n",
       "      <td>31039</td>\n",
       "      <td>Cuming</td>\n",
       "      <td>Cuming County</td>\n",
       "      <td>06</td>\n",
       "      <td>H1</td>\n",
       "      <td>G4020</td>\n",
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       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>53</td>\n",
       "      <td>069</td>\n",
       "      <td>01513275</td>\n",
       "      <td>53069</td>\n",
       "      <td>Wahkiakum</td>\n",
       "      <td>Wahkiakum County</td>\n",
       "      <td>06</td>\n",
       "      <td>H1</td>\n",
       "      <td>G4020</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
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       "    <tr>\n",
       "      <td>2</td>\n",
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       "      <td>011</td>\n",
       "      <td>00933054</td>\n",
       "      <td>35011</td>\n",
       "      <td>De Baca</td>\n",
       "      <td>De Baca County</td>\n",
       "      <td>06</td>\n",
       "      <td>H1</td>\n",
       "      <td>G4020</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>A</td>\n",
       "      <td>6016761648</td>\n",
       "      <td>29147345</td>\n",
       "      <td>+34.3592729</td>\n",
       "      <td>-104.3686961</td>\n",
       "      <td>POLYGON ((-11640388.27442317 4004583.794358812...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>31</td>\n",
       "      <td>109</td>\n",
       "      <td>00835876</td>\n",
       "      <td>31109</td>\n",
       "      <td>Lancaster</td>\n",
       "      <td>Lancaster County</td>\n",
       "      <td>06</td>\n",
       "      <td>H1</td>\n",
       "      <td>G4020</td>\n",
       "      <td>339</td>\n",
       "      <td>30700</td>\n",
       "      <td>None</td>\n",
       "      <td>A</td>\n",
       "      <td>2169252486</td>\n",
       "      <td>22867561</td>\n",
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       "      <td>POLYGON ((-10788038.53315113 4978192.963294434...</td>\n",
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       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "      <td>129</td>\n",
       "      <td>00835886</td>\n",
       "      <td>31129</td>\n",
       "      <td>Nuckolls</td>\n",
       "      <td>Nuckolls County</td>\n",
       "      <td>06</td>\n",
       "      <td>H1</td>\n",
       "      <td>G4020</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>A</td>\n",
       "      <td>1489645186</td>\n",
       "      <td>1718484</td>\n",
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       "    </tr>\n",
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       "</div>"
      ],
      "text/plain": [
       "  STATEFP COUNTYFP  COUNTYNS  GEOID       NAME          NAMELSAD LSAD CLASSFP  \\\n",
       "0      31      039  00835841  31039     Cuming     Cuming County   06      H1   \n",
       "1      53      069  01513275  53069  Wahkiakum  Wahkiakum County   06      H1   \n",
       "2      35      011  00933054  35011    De Baca    De Baca County   06      H1   \n",
       "3      31      109  00835876  31109  Lancaster  Lancaster County   06      H1   \n",
       "4      31      129  00835886  31129   Nuckolls   Nuckolls County   06      H1   \n",
       "\n",
       "   MTFCC CSAFP CBSAFP METDIVFP FUNCSTAT       ALAND    AWATER     INTPTLAT  \\\n",
       "0  G4020  None   None     None        A  1477641638  10701538  +41.9158651   \n",
       "1  G4020  None   None     None        A   680956787  61588406  +46.2946377   \n",
       "2  G4020  None   None     None        A  6016761648  29147345  +34.3592729   \n",
       "3  G4020   339  30700     None        A  2169252486  22867561  +40.7835474   \n",
       "4  G4020  None   None     None        A  1489645186   1718484  +40.1764918   \n",
       "\n",
       "       INTPTLON                                           geometry  \n",
       "0  -096.7885168  POLYGON ((-10800163.11812986 5132991.983053582...  \n",
       "1  -123.4244583  POLYGON ((-13740876.52543789 5787729.82287615,...  \n",
       "2  -104.3686961  POLYGON ((-11640388.27442317 4004583.794358812...  \n",
       "3  -096.6886584  POLYGON ((-10788038.53315113 4978192.963294434...  \n",
       "4  -098.0468422  POLYGON ((-10939774.56882773 4851419.990907463...  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "us_map.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A little bit more cleaning so a merge can be done."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "us_map[\"area_fips\"] = (us_map.STATEFP.astype(str) + us_map.COUNTYFP.astype(str)).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "tariff_df = trade_data.xs('2018-12-1', level=1).copy()\n",
    "\n",
    "tariff_df[\"fips_code\"] = tariff_df.index\n",
    "\n",
    "tariff_df[\"fips_code\"] = tariff_df[\"fips_code\"].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3252, 16)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tariff_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GEOFIPS</th>\n",
       "      <th>lost_jobs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1001</td>\n",
       "      <td>-1.226787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1003</td>\n",
       "      <td>118.942883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1005</td>\n",
       "      <td>34.832945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>1007</td>\n",
       "      <td>17.835350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1009</td>\n",
       "      <td>10.642294</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   GEOFIPS   lost_jobs\n",
       "0     1001   -1.226787\n",
       "1     1003  118.942883\n",
       "2     1005   34.832945\n",
       "3     1007   17.835350\n",
       "4     1009   10.642294"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lost_jobs = pd.read_csv(cwd + \"\\\\data\\\\lost_jobs.csv\")\n",
    "\n",
    "lost_jobs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "tariff_df = tariff_df.merge(lost_jobs, left_on = \"fips_code\", right_on = \"GEOFIPS\", how = \"inner\", indicator = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then merge the geopandas dataframe with the regular dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "us_map = us_map.merge(tariff_df[[\"tariff_change\",\"2017_population\",\"fips_code\", \"lost_jobs\"]], left_on='area_fips',\n",
    "                      right_on = \"fips_code\", how = \"inner\", indicator = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>STATEFP</th>\n",
       "      <th>COUNTYFP</th>\n",
       "      <th>COUNTYNS</th>\n",
       "      <th>GEOID</th>\n",
       "      <th>NAME</th>\n",
       "      <th>NAMELSAD</th>\n",
       "      <th>LSAD</th>\n",
       "      <th>CLASSFP</th>\n",
       "      <th>MTFCC</th>\n",
       "      <th>CSAFP</th>\n",
       "      <th>...</th>\n",
       "      <th>AWATER</th>\n",
       "      <th>INTPTLAT</th>\n",
       "      <th>INTPTLON</th>\n",
       "      <th>geometry</th>\n",
       "      <th>area_fips</th>\n",
       "      <th>tariff_change</th>\n",
       "      <th>2017_population</th>\n",
       "      <th>fips_code</th>\n",
       "      <th>lost_jobs</th>\n",
       "      <th>_merge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>039</td>\n",
       "      <td>00835841</td>\n",
       "      <td>31039</td>\n",
       "      <td>Cuming</td>\n",
       "      <td>Cuming County</td>\n",
       "      <td>06</td>\n",
       "      <td>H1</td>\n",
       "      <td>G4020</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>10701538</td>\n",
       "      <td>+41.9158651</td>\n",
       "      <td>-096.7885168</td>\n",
       "      <td>POLYGON ((-10800163.11812986 5132991.983053582...</td>\n",
       "      <td>31039</td>\n",
       "      <td>3.029046</td>\n",
       "      <td>9039.0</td>\n",
       "      <td>31039</td>\n",
       "      <td>19.393539</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>53</td>\n",
       "      <td>069</td>\n",
       "      <td>01513275</td>\n",
       "      <td>53069</td>\n",
       "      <td>Wahkiakum</td>\n",
       "      <td>Wahkiakum County</td>\n",
       "      <td>06</td>\n",
       "      <td>H1</td>\n",
       "      <td>G4020</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>61588406</td>\n",
       "      <td>+46.2946377</td>\n",
       "      <td>-123.4244583</td>\n",
       "      <td>POLYGON ((-13740876.52543789 5787729.82287615,...</td>\n",
       "      <td>53069</td>\n",
       "      <td>2.343937</td>\n",
       "      <td>4105.0</td>\n",
       "      <td>53069</td>\n",
       "      <td>6.357348</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>35</td>\n",
       "      <td>011</td>\n",
       "      <td>00933054</td>\n",
       "      <td>35011</td>\n",
       "      <td>De Baca</td>\n",
       "      <td>De Baca County</td>\n",
       "      <td>06</td>\n",
       "      <td>H1</td>\n",
       "      <td>G4020</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>29147345</td>\n",
       "      <td>+34.3592729</td>\n",
       "      <td>-104.3686961</td>\n",
       "      <td>POLYGON ((-11640388.27442317 4004583.794358812...</td>\n",
       "      <td>35011</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2016.0</td>\n",
       "      <td>35011</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>31</td>\n",
       "      <td>109</td>\n",
       "      <td>00835876</td>\n",
       "      <td>31109</td>\n",
       "      <td>Lancaster</td>\n",
       "      <td>Lancaster County</td>\n",
       "      <td>06</td>\n",
       "      <td>H1</td>\n",
       "      <td>G4020</td>\n",
       "      <td>339</td>\n",
       "      <td>...</td>\n",
       "      <td>22867561</td>\n",
       "      <td>+40.7835474</td>\n",
       "      <td>-096.6886584</td>\n",
       "      <td>POLYGON ((-10788038.53315113 4978192.963294434...</td>\n",
       "      <td>31109</td>\n",
       "      <td>0.713917</td>\n",
       "      <td>306357.0</td>\n",
       "      <td>31109</td>\n",
       "      <td>182.203943</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "      <td>129</td>\n",
       "      <td>00835886</td>\n",
       "      <td>31129</td>\n",
       "      <td>Nuckolls</td>\n",
       "      <td>Nuckolls County</td>\n",
       "      <td>06</td>\n",
       "      <td>H1</td>\n",
       "      <td>G4020</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>1718484</td>\n",
       "      <td>+40.1764918</td>\n",
       "      <td>-098.0468422</td>\n",
       "      <td>POLYGON ((-10939774.56882773 4851419.990907463...</td>\n",
       "      <td>31129</td>\n",
       "      <td>0.450309</td>\n",
       "      <td>4318.0</td>\n",
       "      <td>31129</td>\n",
       "      <td>1.274618</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  STATEFP COUNTYFP  COUNTYNS  GEOID       NAME          NAMELSAD LSAD CLASSFP  \\\n",
       "0      31      039  00835841  31039     Cuming     Cuming County   06      H1   \n",
       "1      53      069  01513275  53069  Wahkiakum  Wahkiakum County   06      H1   \n",
       "2      35      011  00933054  35011    De Baca    De Baca County   06      H1   \n",
       "3      31      109  00835876  31109  Lancaster  Lancaster County   06      H1   \n",
       "4      31      129  00835886  31129   Nuckolls   Nuckolls County   06      H1   \n",
       "\n",
       "   MTFCC CSAFP  ...    AWATER     INTPTLAT      INTPTLON  \\\n",
       "0  G4020  None  ...  10701538  +41.9158651  -096.7885168   \n",
       "1  G4020  None  ...  61588406  +46.2946377  -123.4244583   \n",
       "2  G4020  None  ...  29147345  +34.3592729  -104.3686961   \n",
       "3  G4020   339  ...  22867561  +40.7835474  -096.6886584   \n",
       "4  G4020  None  ...   1718484  +40.1764918  -098.0468422   \n",
       "\n",
       "                                            geometry  area_fips tariff_change  \\\n",
       "0  POLYGON ((-10800163.11812986 5132991.983053582...      31039      3.029046   \n",
       "1  POLYGON ((-13740876.52543789 5787729.82287615,...      53069      2.343937   \n",
       "2  POLYGON ((-11640388.27442317 4004583.794358812...      35011      0.000000   \n",
       "3  POLYGON ((-10788038.53315113 4978192.963294434...      31109      0.713917   \n",
       "4  POLYGON ((-10939774.56882773 4851419.990907463...      31129      0.450309   \n",
       "\n",
       "  2017_population fips_code   lost_jobs  _merge  \n",
       "0          9039.0     31039   19.393539    both  \n",
       "1          4105.0     53069    6.357348    both  \n",
       "2          2016.0     35011    0.000000    both  \n",
       "3        306357.0     31109  182.203943    both  \n",
       "4          4318.0     31129    1.274618    both  \n",
       "\n",
       "[5 rows x 24 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "us_map.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we will drop Alaska and there stuff, bring in the state files too. Then plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "us_map.set_index(\"STATEFP\", inplace = True)\n",
    "\n",
    "drop_list = [\"02\",\"15\",\"72\"]\n",
    "\n",
    "us_map.drop(drop_list, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "state_shape = cwd + \"\\\\shapefiles\\\\state\\\\tl_2017_us_state.shx\"\n",
    "\n",
    "state_map = gpd.read_file(state_shape)\n",
    "\n",
    "state_map = state_map.to_crs({'init': 'epsg:3395'})\n",
    "\n",
    "state_map[\"geometry\"] = state_map[\"geometry\"].simplify(200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "state_fp_dict = dict(zip(state_map.STATEFP, state_map.STUSPS))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "state_map.set_index(\"STATEFP\", inplace = True)\n",
    "\n",
    "drop_list = [\"02\",\"15\",\"72\",\"78\",\"69\",\"66\",\"60\",]\n",
    "\n",
    "state_map.drop(drop_list, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "us_map.reset_index(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "us_map[\"STSPS\"] = us_map[\"STATEFP\"].map(state_fp_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "us_map[\"NAME\"] = us_map[\"NAME\"] + \", \" + us_map[\"STSPS\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "us_map.set_index(\"STATEFP\", inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "us_map[\"2017_population\"] = us_map[\"2017_population\"].map('{:,.0f}'.format)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "us_map[\"lost_jobs\"] = us_map[\"lost_jobs\"] .round(0).astype(int)\n",
    "us_map[\"lost_jobs\"] = us_map[\"lost_jobs\"].map('{:,.0f}'.format)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "us_map[\"lost_cars\"] = (-1.04)*us_map[\"tariff_change\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "us_map[\"lost_cars\"] = us_map[\"lost_cars\"].map('{:,.2f}'.format)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 3: Plot it. \n",
    "\n",
    "That's what we do below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "us_map[\"q_tariff\"] = pd.qcut(us_map[\"tariff_change\"], 10,labels = False, duplicates='drop')\n",
    "\n",
    "us_map.q_tariff.replace(np.nan,0,inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "\n",
    "fig, ax = plt.subplots(1,1,figsize = (12,8))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.rcParams.update(plt.rcParamsDefault) # This will reset defaluts...\n",
    "\n",
    "#################################################################################\n",
    "# This is for the colorbar...\n",
    "\n",
    "divider = make_axes_locatable(ax)\n",
    "\n",
    "cax = divider.append_axes(\"right\", size=\"3%\", pad=0.1)\n",
    "\n",
    "#################################################################################\n",
    "## This creates a discrete colorbar scheme...\n",
    "# https://gist.github.com/jakevdp/91077b0cae40f8f8244a\n",
    "\n",
    "N = 10\n",
    "\n",
    "base = plt.cm.get_cmap(\"RdBu_r\")\n",
    "\n",
    "color_list = base(np.linspace(0, 1, N))\n",
    "\n",
    "cmap_name = base.name + str(N)\n",
    "\n",
    "dcmap =  base.from_list(cmap_name, color_list, N)\n",
    "\n",
    "#################################################################################\n",
    "# This is the normal mapping...\n",
    "\n",
    "us_map.plot(column='q_tariff', ax = ax,\n",
    "              # THIS IS NEW, it says color it based on this column\n",
    "             cmap=dcmap, \n",
    "             alpha = 0.75,\n",
    "             vmin=0, vmax=us_map.q_tariff.max())\n",
    "\n",
    "#################################################################################\n",
    "# This then alows me to generate and edit the colorbar....\n",
    "# https://stackoverflow.com/questions/53158096/editing-colorbar-legend-in-geopandas\n",
    "\n",
    "sm = plt.cm.ScalarMappable(cmap=dcmap)\n",
    "sm._A = []\n",
    "cbr = fig.colorbar(sm, cax=cax)\n",
    "\n",
    "cbr.set_label('Percentile in Tariff Distribution')\n",
    "cbr.set_alpha(0.15)\n",
    "\n",
    "cbr.set_ticks([0.10, 0.25,0.50,0.75, 0.90])\n",
    "cbr.set_ticklabels([\"10\",\"25\",\"50\",\"75\",\"90\"], update_ticks=True)\n",
    "\n",
    "#################################################################################\n",
    "\n",
    "state_map.geometry.boundary.plot(color=None, edgecolor='k', alpha = 0.35, ax = ax)\n",
    "\n",
    "#################################################################################\n",
    "# Then some final stuff to clean things up....\n",
    "\n",
    "ax.spines[\"right\"].set_visible(False)\n",
    "ax.spines[\"top\"].set_visible(False)\n",
    "ax.spines[\"left\"].set_visible(False)\n",
    "ax.spines[\"bottom\"].set_visible(False)\n",
    "\n",
    "ax.get_xaxis().set_visible(False)\n",
    "\n",
    "ax.get_yaxis().set_visible(False)\n",
    "\n",
    "ax.set_title(\"US County Tariff Exposure to China (as of Dec 2018)\", fontsize = 16, loc= \"left\" )\n",
    "\n",
    "#ax.text(-127,23, \"Source: US Census, BLS\", fontsize = 8)\n",
    "\n",
    "#fig_path = \"C:\\\\github\\\\expenditure_tradeshocks\\\\figures\"\n",
    "if not os.path.exists(fig_path):\n",
    "    os.makedirs(fig_path)\n",
    "    \n",
    "plt.savefig(fig_path +\"\\\\us_china_exports_map.png\", bbox_inches = \"tight\", dip = 1200)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "from bokeh.io import show\n",
    "from bokeh.models import (CDSView, ColorBar, ColumnDataSource,\n",
    "                          CustomJS, CustomJSFilter, \n",
    "                          GeoJSONDataSource, HoverTool,\n",
    "                          LinearColorMapper, Slider)\n",
    "from bokeh.layouts import column, row, widgetbox\n",
    "from bokeh.palettes import brewer\n",
    "from bokeh.plotting import figure\n",
    "from bokeh.models import Title\n",
    "\n",
    "from bokeh.plotting import figure, save\n",
    "\n",
    "from bokeh.resources import CDN\n",
    "from bokeh.embed import file_html\n",
    "\n",
    "# Input GeoJSON source that contains features for plotting\n",
    "#geosource = GeoJSONDataSource(geojson = us_map.to_json())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "state_geosource = GeoJSONDataSource(geojson = state_map.to_json())\n",
    "\n",
    "geosource = GeoJSONDataSource(geojson = us_map.to_json())\n",
    "\n",
    "palette = brewer['RdBu'][10]\n",
    "\n",
    "#https://docs.bokeh.org/en/latest/docs/reference/palettes.html\n",
    "\n",
    "color_mapper = LinearColorMapper(palette = palette, low = 0, high = 10)\n",
    "\n",
    "tick_labels = {0:\"\",2:\"20\",4:\"40\",6:\"60\",8:\"80\",10:\"\"}\n",
    "\n",
    "color_bar = ColorBar(color_mapper = color_mapper, \n",
    "                     label_standoff = 8,\n",
    "                     width = 20, height = 420,\n",
    "                     border_line_color = None,\n",
    "                     orientation = \"vertical\",\n",
    "                     location=(0,0),major_label_overrides = tick_labels,\n",
    "                     major_tick_line_alpha = 0)\n",
    "\n",
    "label = \"County-Level Tariff Exposure to China \\n Colorbar reports percentile in tariff distribution\"\n",
    "# Create figure object.\n",
    "p = figure( \n",
    "           plot_height = 530 ,\n",
    "           plot_width = 850, \n",
    "           toolbar_location = 'below',\n",
    "           tools = \"box_zoom, reset\")\n",
    "\n",
    "descip = \"Colorbar reports percentile in tariff distribution; Hover tool reports county name, tariff increase\"\n",
    "descip = descip + \", population, estimates of % change in autos and jobs lost\"\n",
    "p.add_layout(Title(text=descip, text_font_style=\"italic\", text_font_size=\"9pt\"), 'above')\n",
    "p.add_layout(Title(text=\"County-Level Tariff Exposure to Chinese Retaliation\", text_font_size=\"11pt\"), 'above')\n",
    "\n",
    "p.xgrid.grid_line_color = None\n",
    "p.ygrid.grid_line_color = None\n",
    "# Add patch renderer to figure.\n",
    "\n",
    "states = p.patches('xs','ys', source = geosource,\n",
    "                   fill_color = {\"field\" :'q_tariff',\n",
    "                                 \"transform\" : color_mapper},\n",
    "                   line_color = \"gray\", \n",
    "                   line_width = 0.25, \n",
    "                   fill_alpha = 1)\n",
    "\n",
    "state_line = p.multi_line('xs','ys', source = state_geosource,\n",
    "                   line_color = \"black\", \n",
    "                   line_width = 0.5)\n",
    "# Create hover tool\n",
    "\n",
    "p.add_tools(HoverTool(renderers = [states],\n",
    "                      tooltips = [('County','@NAME'),\n",
    "                                ('Tariff Increase','@tariff_change'),\n",
    "                                ('Population','@2017_population'),\n",
    "                                 ('Est. % Change in Auto Sales','@lost_cars'), \n",
    "                                 ('Est. Lost Jobs','@lost_jobs'),]))\n",
    "\n",
    "#### Some features to make it a bit nicer. \n",
    "\n",
    "p.axis.visible = False\n",
    "p.background_fill_color = \"grey\"\n",
    "p.background_fill_alpha = 0.25\n",
    "\n",
    "p.toolbar.autohide = True\n",
    "\n",
    "p.add_layout(color_bar, \"right\")\n",
    "\n",
    "## Send to doc file, create a webpage from doc file on github\n",
    "# then had weebly webiste point to that .html file. That's how\n",
    "# I got this to work.\n",
    "\n",
    "file_path = os.getcwd()\n",
    "\n",
    "doc_path = file_path +\"\\\\docs\"\n",
    "\n",
    "outfp = doc_path + \"\\\\us_china_exports_map.html\"\n",
    "\n",
    "# Save the map\n",
    "save(p, outfp)\n",
    "\n",
    "# Not sure if this is important, but seemed to start working once\n",
    "# I ran it\n",
    "html = file_html(p, CDN, outfp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "p.add_layout?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14000000.0"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1.4e7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "this\n",
      "hi\n"
     ]
    }
   ],
   "source": [
    "print(\"this\\nhi\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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